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Inconsistency in statistics: parameters estimation with heteroskedasticity

I want to estimate this model $$ y_t = a + b x_t + \sigma x_t\epsilon_t $$ where we have an error with heteroskedasticity (it depends on $x_t$). Suppose I estimate this model with OLS so, assuming ...
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